{"id":"W3010411637","doi":"10.3390/ani10030435","title":"New Insights into Modelling Bacterial Growth with Reference to the Fish Pathogen Flavobacterium psychrophilum","year":2020,"lang":"en","type":"article","venue":"Animals","topic":"Listeria monocytogenes in Food Safety","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Pathogen; Flavobacterium; Fish <Actinopterygii>; Biology; Microbiology; Flavobacteriaceae; Opportunistic pathogen; Fishery; Bacteria; Pseudomonas aeruginosa; Pseudomonas; Genetics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007458119,0.0002253552,0.0001843967,0.00001578682,0.0001150355,0.00007763546,0.0005272321,0.0001405815,0.00004088313],"category_scores_gemma":[0.00003147143,0.0001583546,0.00005514399,0.0001426884,0.00003771391,0.00000880124,0.0003483005,0.0001005328,0.00005259693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001370483,"about_ca_system_score_gemma":0.0001204286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009208485,"about_ca_topic_score_gemma":0.0001722306,"domain_scores_codex":[0.9987236,0.00006524951,0.0002376367,0.0005570601,0.0001654946,0.0002509734],"domain_scores_gemma":[0.9991096,0.00000937313,0.00008181282,0.0004592831,0.0001075823,0.0002323903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009910245,0.00001066908,0.0001876277,0.00001864543,0.00005322908,0.000006752618,0.0004185537,0.0001888079,0.994882,0.0003526902,0.002567408,0.0003226042],"study_design_scores_gemma":[0.0006386653,0.001996444,0.00117062,0.00002542944,0.00004186602,0.00001302881,0.00007892044,0.00008814415,0.4923569,0.0001861175,0.5029233,0.0004806416],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809172,0.0001621132,0.01301503,0.003847577,0.0001335668,0.0003387612,0.00003996129,0.00003106167,0.001514777],"genre_scores_gemma":[0.9884663,0.0001305189,0.006009351,0.003995277,0.001128897,0.00002434347,0.000119184,0.00004299133,0.00008318281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5025251,"threshold_uncertainty_score":0.6457512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06638206781955033,"score_gpt":0.278681975804338,"score_spread":0.2122999079847876,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}